S. Agrawal and A. Awekar, Deep learning for detecting cyberbullying across multiple social media platforms, Advances in Information Retrieval -40th European Conference on IR Research, vol.10772, pp.141-153, 2018.

L. E. , A. Vega, J. C. Reyes-magaña, H. Gómez-adorno, and G. Bel-enguix, MineriaUNAM at SemEval-2019 task 5: Detecting hate speech in twitter using multiple features in a combinatorial framework, Proceedings of the 13th International Workshop on Semantic Evaluation, pp.447-452, 2019.

P. Arslan, M. Corazza, E. Cabrio, and S. Villata, Overwhelmed by Negative Emotions?, Maybe You Are Being Cyber-bullied! In SAC 2019 -The 34th ACM/SIGAPP Symposium On Applied Computing, 2019.
URL : https://hal.archives-ouvertes.fr/hal-02020829

X. Bai, F. Merenda, C. Zaghi, T. Caselli, and M. Nissim, Rug @ EVALITA 2018: Hate speech detection in italian social media, Proceedings of the Sixth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2018) co-located with the Fifth Italian Conference on Computational Linguistics, 2018.

X. Bai, F. Merenda, C. Zaghi, T. Caselli, and M. Nissim, Rug at germeval: Detecting offensive speech in german social media, Proceedings of GermEval 2018, 14th Conference on Natural Language Processing, 2018.

F. Barbieri, F. Ronzano, and H. Saggion, What does this emoji mean? a vector space skip-gram model for twitter emojis, Language Resources and Evaluation conference, 2016.

V. Basile, C. Bosco, E. Fersini, D. Nozza, V. Patti et al., SemEval-2019 task 5: Multilingual detection of hate speech against immigrants and women in twitter, Proceedings of the 13th International Workshop on Semantic Evaluation, pp.54-63, 2019.

V. Basile and M. Nissim, Sentiment analysis on italian tweets, Proceedings of the 4th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis, pp.100-107, 2013.
URL : https://hal.archives-ouvertes.fr/hal-01344503

E. Bassignana, V. Basile, and V. Patti, Hurtlex: A multilingual lexicon of words to hurt, 5th Italian Conference on Computational Linguistics, vol.2253, pp.1-6, 2018.

C. Baziotis, N. Pelekis, and C. Doulkeridis, DataStories at SemEval-2017 Task 4: Deep LSTM with Attention for Message-level and Topic-based Sentiment Analysis, Proceedings of the 11th International Workshop on Semantic Evaluation (SemEval-2017), pp.747-754, 2017.

P. Bojanowski, E. Grave, A. Joulin, and T. Mikolov, Enriching word vectors with subword information, Transactions of the Association for Computational Linguistics, vol.5, pp.135-146, 2017.

C. Bosco, F. Dell'orletta, F. Poletto, M. Sanguinetti, and M. Tesconi, Overview of the EVALITA 2018 hate speech detection task, Proceedings of the Sixth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2018) co-located with the Fifth Italian Conference on Computational Linguistics, 2018.

M. Carmona, E. Guzmán-falcón, M. Montes-y-gómez, H. J. Escalante, L. V. Pineda et al., Overview of MEX-A3T at ibereval 2018: Authorship and aggressiveness analysis in mexican spanish tweets, Proceedings of the Third Workshop on Evaluation of Human Language Technologies for Iberian Languages (IberEval 2018) co-located with 34th Conference of the Spanish Society for Natural Language Processing, pp.74-96, 2018.

K. Cho, C. Bart-van-merrienboer, D. Gulcehre, F. Bahdanau, H. Bougares et al., Learning phrase representations using rnn encoder-decoder for statistical machine translation, Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP), pp.1724-1734, 2014.
URL : https://hal.archives-ouvertes.fr/hal-01433235

F. Chollet, , 2015.

M. Cieliebak, J. M. Deriu, D. Egger, and F. Uzdilli, A twitter corpus and benchmark resources for german sentiment analysis, 5th International Workshop on Natural Language Processing for Social Media, pp.45-51, 2017.

A. Cimino, L. De-mattei, and F. Dell'orletta, Multi-task learning in deep neural networks at EVALITA 2018, Proceedings of the Sixth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2018) co-located with the Fifth Italian Conference on Computational Linguistics, 2018.

M. Corazza, S. Menini, P. Arslan, R. Sprugnoli, E. Cabrio et al., Comparing different supervised approaches to hate speech detection, Proceedings of the Sixth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2018) co-located with the Fifth Italian Conference on Computational Linguistics, 2018.
URL : https://hal.archives-ouvertes.fr/hal-01920266

M. Corazza, S. Menini, P. Arslan, R. Sprugnoli, E. Cabrio et al., Inriafbk at germeval 2018: Identifying offensive tweets using recurrent neural networks, GermEval 2018 Workshop, 2018.
URL : https://hal.archives-ouvertes.fr/hal-01906096

M. Corazza, S. Menini, E. Cabrio, S. Tonelli, and S. Villata, Cross-platform evaluation for italian hate speech detection, Proceedings of the Sixth Italian Conference on Computational Linguistics, 2019.
URL : https://hal.archives-ouvertes.fr/hal-02381152

M. Corazza, S. Menini, E. Cabrio, S. Tonelli, and S. Villata, Inriafbk drawing attention to offensive language at germeval2019, Proceedings of the 15th Conference on Natural Language Processing, 2019.

T. Davidson, D. Warmsley, M. W. Macy, and I. Weber, Automated hate speech detection and the problem of offensive language, Proceedings of the Eleventh International Conference on Web and Social Media, ICWSM 2017, pp.512-515, 2017.

L. Hong-brian-d-davison, Kontostathis Lynne Edwards Dawei Yin, Zhenzhen Xue. Detection of harassment on web 2.0. In Proceedings of the Content Analysis in the Web, pp.1-7, 2009.

J. Devlin, M. Chang, K. Lee, and K. Toutanova, BERT: pre-training of deep bidirectional transformers for language understanding, Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL-HLT 2019, vol.1, pp.4171-4186, 2019.

P. Stammbach and A. Zahraei, Offensive language detection with neural networks for germeval task, Proceedings of GermEval 2018, 14th Conference on Natural Language Processing (KONVENS 2018), 2018.

E. Fersini, P. Rosso, and M. Anzovino, Overview of the task on automatic misogyny identification at ibereval, IberEval@SEPLN, volume 2150 of CEUR Workshop Proceedings, pp.214-228, 2018.

D. Fi?er, R. Huang, V. Prabhakaran, R. Voigt, Z. Waseem et al., Proceedings of the 2nd workshop on abusive language online (alw2). In Proceedings of the 2nd Workshop on Abusive Language Online (ALW2). Association for Computational Linguistics, 2018.

P. Fortuna, I. Bonavita, and S. Nunes, Merging datasets for hate speech classification in italian, Proceedings of the Sixth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2018) co-located with the Fifth Italian Conference on Computational Linguistics, 2018.

A. Founta, D. Chatzakou, N. Kourtellis, J. Blackburn, A. Vakali et al., A unified deep learning architecture for abuse detection, 2018.

A. Founta, C. Djouvas, D. Chatzakou, I. Leontiadis, J. Blackburn et al., Large scale crowdsourcing and characterization of twitter abusive behavior, Proceedings of the Twelfth International Conference on Web and Social Media, pp.491-500, 2018.

B. Gambäck and U. Kumar-sikdar, Using convolutional neural networks to classify hate-speech, Proceedings of the First Workshop on Abusive Language Online, pp.85-90, 2017.

M. Graff, S. Miranda-jiménez, E. S. Tellez, D. Moctezuma, V. Salgado et al., INGEOTEC at MEX-A3T: author profiling and aggressiveness analysis in twitter using µtc and evomsa, Proceedings of the Third Workshop on Evaluation of Human Language Technologies for Iberian Languages (IberEval 2018) co-located with 34th Conference of the Spanish Society for Natural Language Processing, pp.128-133, 2018.

E. Grave, P. Bojanowski, P. Gupta, A. Joulin, and T. Mikolov, Learning word vectors for 157 languages, Proceedings of the International Conference on Language Resources and Evaluation (LREC 2018), 2018.

S. Hochreiter and J. Schmidhuber, Long short-term memory, Neural Comput, vol.9, issue.8, pp.1735-1780, 1997.

M. Honnibal and I. Montani, spacy 2: Natural language understanding with bloom embeddings, convolutional neural networks and incremental parsing, 2017.

T. Hu, H. Guo, H. Sun, T. -. , T. Nguyen et al., Spice up your chat: The intentions and sentiment effects of using emojis, Proceedings of the Eleventh International Conference on Web and Social Media, pp.102-111, 2017.

V. Indurthi, B. Syed, M. Shrivastava, N. Chakravartula, M. Gupta et al., FERMI at SemEval-2019 task 5: Using sentence embeddings to identify hate speech against immigrants and women in twitter, Proceedings of the 13th International Workshop on Semantic Evaluation, pp.70-74, 2019.

R. Kshirsagar, T. Cukuvac, K. Mckeown, and S. Mcgregor, Predictive embeddings for hate speech detection on twitter, Proceedings of the 2nd Workshop on Abusive Language Online (ALW2), pp.26-32, 2018.

G. L. De-la-peña-sarracén, R. G. Pons, C. E. Muñiz-cuza, and P. Rosso, Hate speech detection using attention-based LSTM, Proceedings of the Sixth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2018) co-located with the Fifth Italian Conference on Computational Linguistics, 2018.

Y. Lee, S. Yoon, and K. Jung, Comparative studies of detecting abusive language on twitter, 2018.

P. Liu, W. Li, and L. Zou, NULI at SemEval-2019 task 6: Transfer learning for offensive language detection using bidirectional transformers, Proceedings of the 13th International Workshop on Semantic Evaluation, pp.87-91, 2019.

T. Mikolov, E. Grave, P. Bojanowski, C. Puhrsch, and A. Joulin, Advances in pre-training distributed word representations, Proceedings of the International Conference on Language Resources and Evaluation (LREC 2018), 2018.

P. Mishra, H. Yannakoudakis, and E. Shutova, Neural character-based composition models for abuse detection, Proceedings of the 2nd Workshop on Abusive Language Online (ALW2), pp.1-10, 2018.

M. Saif, . Mohammad, D. Peter, and . Turney, Emotions evoked by common words and phrases: Using mechanical turk to create an emotion lexicon, Proceedings of the NAACL HLT 2010 workshop on computational approaches to analysis and generation of emotion in text, pp.26-34, 2010.

M. Saif, . Mohammad, D. Peter, and . Turney, Crowdsourcing a word-emotion association lexicon, Computational Intelligence, vol.29, issue.3, pp.436-465, 2013.

R. Navigli and S. P. Ponzetto, Babelnet: The automatic construction, evaluation and application of a wide-coverage multilingual semantic network, Artificial Intelligence, vol.193, pp.217-250, 2012.

C. Nobata, J. R. Tetreault, A. Thomas, Y. Mehdad, and Y. Chang, Abusive language detection in online user content, Proceedings of the 25th International Conference on World Wide Web, pp.145-153, 2016.

J. Padilla-montani and P. Schüller, Tuwienkbs at germeval 2018: German abusive tweet detection, Proceedings of GermEval 2018, 14th Conference on Natural Language Processing, vol.09, 2018.

F. Pedregosa, G. Varoquaux, A. Gramfort, V. Michel, B. Thirion et al., Scikitlearn: Machine learning in Python, Journal of Machine Learning Research, vol.12, pp.2825-2830, 2011.
URL : https://hal.archives-ouvertes.fr/hal-00650905

J. Manuel-pérez, M. Franco, and . Luque, Atalaya at SemEval 2019 task 5: Robust embeddings for tweet classification, Proceedings of the 13th International Workshop on Semantic Evaluation, pp.64-69, 2019.

E. Pianta, L. Bentivogli, and C. Girardi, Multiwordnet: developing an aligned multilingual database, Proceedings of the First International Conference on Global WordNet, 2002.

M. Polignano and P. Basile, Hansel: Italian hate speech detection through ensemble learning and deep neural networks, Proceedings of the Sixth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2018) co-located with the Fifth Italian Conference on Computational Linguistics, 2018.

V. Santucci, S. Spina, A. Milani, G. Biondi, and G. D. Bari, Detecting hate speech for italian language in social media, Proceedings of the Sixth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2018) co-located with the Fifth Italian Conference on Computational Linguistics, 2018.

T. Scheffler, E. Haegert, S. Pornavalaia, and M. Sasse, Feature explorations for hate speech classification, Proceedings of Ger-mEval 2018, 14th Conference on Natural Language Processing (KONVENS 2018), 2018.

M. Schuster, K. Kuldip, A. Paliwal, and . General, Bidirectional recurrent neural networks, IEEE Transactions on Signal Processing, 1997.

A. Singh, E. Blanco, and W. Jin, Incorporating emoji descriptions improves tweet classification, Proceedings of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL), 2019.

L. Samuel, . Smith, H. P. David, S. Turban, N. Y. Hamblin et al., Offline bilingual word vectors, orthogonal transformations and the inverted softmax, 2017.

L. Samuel, . Smith, H. P. David, S. Turban, N. Y. Hamblin et al., Offline bilingual word vectors, orthogonal transformations and the inverted softmax, 2017.

J. Staiano and M. Guerini, Depeche mood: a lexicon for emotion analysis from crowd annotated news, Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics, vol.2, pp.427-433, 2014.

R. Dirk-von-grunigen, F. Grubenmann, and . Benites, Pius Von Daniken, and Mark Cieliebak. spmmmp at germeval 2018 shared task: Classification of offensive content in tweets using convolutional neural networks and gated recurrent units, Proceedings of GermEval 2018, 14th Conference on Natural Language Processing (KONVENS 2018), 2018.

Z. Waseem, W. H. , K. Chung, D. Hovy, and J. Tetreault, Proceedings of the first workshop on abusive language online, 2017.

Z. Waseem and D. Hovy, Hateful symbols or hateful people? predictive features for hate speech detection on twitter, SRW@HLT-NAACL, 2016.

G. Wiedeman, E. Ruppert, R. Jindal, and C. Biemann, Transfer learning from lda to bilstm-cnn for offensive language detection in twitter, Proceedings of GermEval 2018, 14th Conference on Natural Language Processing (KONVENS 2018), 2018.

M. Wiegand, A. Amann, T. Anikina, A. Azoidou, A. Borisenkov et al., Saarland university's participation in the germeval task 2018 (udsw) -examining different types of classifiers and features, Proceedings of GermEval 2018, 14th Conference on Natural Language Processing (KONVENS 2018), 2018.

M. Wiegand, J. Ruppenhofer, and T. Kleinbauer, Detection of Abusive Language: the Problem of Biased Datasets, Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, vol.1, pp.602-608, 2019.

M. Wiegand, M. Siegel, and J. Ruppenhofer, Overview of the germeval 2018 shared task on the identification of offensive language, Proceedings of GermEval 2018, 14th Conference on Natural Language Processing (KONVENS 2018), 2018.

E. Wulczyn, N. Thain, and L. Dixon, Ex machina: Personal attacks seen at scale, Proceedings of the 26th International Conference on World Wide Web, pp.1391-1399, 2017.

M. Zampieri, S. Malmasi, P. Nakov, S. Rosenthal, N. Farra et al., SemEval-2019 task 6: Identifying and categorizing offensive language in social media (OffensEval), Proceedings of the 13th International Workshop on Semantic Evaluation, pp.75-86, 2019.

R. D. Zhang, Z. , and J. Tepper, Detecting hate speech on twitter using a convolution-gru based deep neural network, ESWC 2018: The semantic web Conference Proceedings, pp.745-760, 2018.